{"id":"W3011844519","doi":"10.36834/cmej.69918","title":"Enabling and encouraging sleep deprivation among medical students","year":2020,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Sleep and related disorders","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sleep deprivation; Sleep (system call); Computer science; Data science; Psychology; Medical education; Medicine; Psychiatry; Operating system; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01273398,0.003153524,0.003787528,0.005011261,0.006519947,0.009802867,0.004339241,0.03193343,0.01220974],"category_scores_gemma":[0.0551207,0.001235204,0.002820997,0.002659737,0.002678306,0.003578685,0.001953764,0.02251697,0.004315085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008478811,"about_ca_system_score_gemma":0.01718818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01719217,"about_ca_topic_score_gemma":0.06804784,"domain_scores_codex":[0.9937404,0.001112036,0.0009134043,0.0005771296,0.002929168,0.0007279371],"domain_scores_gemma":[0.9391029,0.02593615,0.002398063,0.0008699663,0.01851607,0.01317688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003473584,0.0000225726,0.00005589522,0.0004467436,0.00001977496,0.00006989309,0.00003604402,0.00001042468,0.00001865609,0.000139217,0.9942362,0.004909922],"study_design_scores_gemma":[0.00035771,0.0001332584,0.002859406,0.002883742,0.0003528496,0.0003043278,0.0005947148,0.0001645715,0.00008523308,0.0009707193,0.9912345,0.00005874841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006285507,0.007087707,0.00002472047,0.06059286,0.931213,0.00003230578,0.00005742992,0.00001691842,0.0009122384],"genre_scores_gemma":[0.0006165216,0.006825691,0.00005360449,0.02525601,0.9646685,0.00005258233,0.00002865837,0.00001391859,0.002484485],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03193343,"threshold_uncertainty_score":0.06734455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006240536063654751,"score_gpt":0.3092341354318449,"score_spread":0.3029935993681901,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}